Abstract
We develop several aspects of the in finite-dimensional Weak KAM theory using a random variables' approach. We prove that the in finite-dimensional cell problem admits a viscosity solution that is a fixed point of the Lax-Oleinik semigroup. Furthermore, we show the existence of invariant minimizing measures and calibrated curves defined on R.